Academic Integrity for the AI Generation
Limudi gives universities behavioral evidence of authentic student writing at institutional scale. Protect academic standards with verification that goes beyond plagiarism detection.
The University Integrity Challenge
Traditional plagiarism detection tools weren't designed for AI-generated content. Universities need a fundamentally new approach.
Undetectable AI Content
AI-generated essays pass plagiarism checkers with ease. Current detection tools produce false positives and miss sophisticated usage.
A student can now generate a polished, citation-ready essay in about 12 seconds, on their phone, for free. That single fact has broken most of the systems schools use to verify honest work.
How detection breaks downScale Makes Verification Impossible
With thousands of assignments submitted daily, manual verification isn't feasible. Departments need automated, reliable tools.
The academic ghostwriting industry is worth over $1 billion USD annually. Recent studies show 15.7% of students (an estimated 31 million globally) admit to paying for academic work.
The $1B essay mill industryGrowing Misconduct Cases
Integrity boards are overwhelmed with cases that can't be resolved conclusively. Without behavioral evidence, proving misconduct is nearly impossible.
Self-reported ghostwriting (paying someone to write academic work) jumped from 3.52% of students before 2014 to 15.7% in more recent studies. Misconduct cases are harder to prove, and they are growing fast.
Why misconduct is growingTrapped by Your Current LMS
Vendor lock-in keeps institutions stuck on platforms that no longer serve them. Proprietary formats and broken export tools turn switching into a multi-year, multi-million-dollar project.
One district estimated $85,000 just to migrate off their LMS, and stayed three more years instead. DIY migrations can take 2–3 years with $300–400K in dual-platform overhead.
See how vendors hold data hostageHow Limudi Protects Academic Standards
Behavioral verification that proves students wrote their work, with institutional tools for deployment at scale.
Behavioral Writing Verification
Keystroke analysis, revision tracking, and composition behavior create a verifiable authenticity profile for every submission.
Department-Level Deployment
Deploy across departments, colleges, or the entire institution. Centralized management with department-level analytics and customization.
Institutional Analytics
View integrity metrics across courses, departments, and academic years. Identify trends and demonstrate compliance for accreditation.
FERPA & GDPR Compliant
Enterprise-grade security with full compliance. Student data is encrypted, access-controlled, and logged.
Institutional Implementation
Pilot Program
Start with one department or course. See results immediately without disrupting existing academic workflows.
Institutional Configuration
Configure policies, thresholds, and branding for your institution. Integrate with existing LMS platforms and student information systems.
Faculty Onboarding
Training and support for faculty. Limudi's interface requires minimal learning; most instructors are productive within a single session.
Scale Across Departments
Expand institution-wide with centralized reporting, department-level customization, and dedicated account management.
Why Universities Choose Limudi
Defend Academic Standards
Behavioral evidence that stands up to scrutiny, for integrity boards, accreditation, and institutional trust.
Scale Effortlessly
Cloud infrastructure handles thousands of concurrent writers. Grows with your institution.
Reduce Misconduct Disputes
Clear, objective evidence reduces ambiguity in academic integrity cases.
Accreditation Support
Comprehensive analytics and audit trails support institutional accreditation requirements.
Protect Your Institution's Academic Integrity
See how Limudi works at institutional scale. Request a demo for your university.